Analysis methods

In this section we provide a few notebooks illustrating concepts and data analysis methods presented in class. These notebooks are intended only to get you started, both with the coding and with the concepts; they are brief sketches, not careful explorations or production code.

Distributions: PDF, CDF, and the Central Limit Theorem

• Distribution notebook

• Distribution static web page

The sample mean and its distribution

• Sample mean notebook

• Sample mean static web page

Correlation and equivalent degrees of freedom

• Correlation notebook

• Correlation static web page

Linear regression and correlation

• Regression notes is a short pdf about linear regression.

• Regression notebook

• Regression static web page

Fourier transform and spectral analysis

• Fourier transform notebook

• Fourier static web page

• Spectral analysis notebook

• Spectral analysis static web page

• Spectral analysis notebook II

• Spectral analysis II static web page

Complex demodulation

• Complex demodulation notebook

• Complex demodulation static web page

Empirical Orthogonal Functions

• EOF Intro: velocity

• EOF Intro: velocity static web page

• EOF notebook

• EOF static web page

• Global SST EOF notebook

• Global SST EOF static web page